WalkForwardBuilder

This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. Since the library generates files with the metadata in the "tester\Files" directory (during the optimization), it is necessary to manually move the files to the "MQL4\Files" directory.

The script only works in conjunction with the library. The library is purchased separately and must be included in an expert.

There is a similar script for MetaTrader 5 - WalkForwardBuilder MT5, although it is auxiliary, as the MetaTrader 5 version of the library - WalkForwardLight MT5 - automatically creates files with the metadata in the "MQL5\Files" directory and builds reports.

A detailed User's Guide (in Russian) is available in the blog.

This script performs a walk-forward analysis using an unconventional method (details are in the User's Guide). There is another set of tools - the WalkForwardOptimizer library and the WalkForwardReporter script (their MetaTrader 5 counterpart is the WalkForwardOptimizer MT5 library, which does not require the script) for those, who want to adhere to the standard procedure more accurately (as much as possible with an implementation in the built-in tester without third-party programs).


Input parameters

  • CSVFolder - name of the folder with the metadata files; is left blank, the script looks for the folder name in the WFL_FILE_ global variable created by the library;
  • Estimator - optimization criterion; available values - wfo_profit, wfo_sharpe, wfo_pf, wfo_drawdown, wfo_profit_by_drawdown, wfo_profit_trades_by_drawdown, wfo_average;


Metrics in reports

Cluster report

The cluster report at the top of the HTML page contains generalized tables of expert's forward testing results at different ombinations of the optimization window sizes and the forward testing step sizes. The columns correspond to the window sizes of 10%, 20%, 30%, 40%, 50% of the total date range in the tester settings. The rows correspond to the forward step sizes of 5%, 10%, 15%, 20%, 25%, 30% from the window size. All percentages are recalculated to bars (see the Bars table).

The cluster report consists of the following tables:

  • annualized profit/loss - the hypothetical profit of the EA per year, with the earnings recalculated in proportion to the optimization and testing periods.
  • efficiency - the ratio of the annual profit on testing period and optimization period of the same pass.
  • consistency - percentage of profitable passes among all test passes of the "spliced" forward test.
  • bars - the size of the window and step in bars.

All tables cells in the cluster report are links, clicking them allows to quickly navigate to the corresponding refinement report.

Refinement reports

The refinement report contains details of how the forward testing metrics were obtained for a particular combination of the size of the optimization window and the forward step. The rows in the refinement report correspond to the tester runs, where the best parameters for the optimization window were found. The results of the subsequent test on a forward step, calculated in the same tester run, are displayed in the same row.

The columns contain the start and end dates of the optimization window, the forward end date, as well as the following metrics for two periods at the same time - optimization window (blue background) and forward test (yellow background): profit, profit factor (Sharpe ratio can be selected), profit, loss, the number of successful and unsuccessful trades, as well as the drawdown in physical terms and in percentage terms. The right column with the pass number allows determining the correspondence between this report and the standard optimization report of the tester, in particular for obtaining input parameters and running a single test.

It also displays the average, maximum, minimum values and variance; annual profit, efficiency, stability and drawdown of the "spliced" forward test on all steps, as well as a schematic representation of the balance curve of the forward test.

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Seconds Chart - MetaTrader 4 için saniye bazlı grafikler oluşturmanıza olanak sağlayan eşsiz bir araçtır. Seconds Chart sayesinde saniye cinsinden zaman dilimleriyle grafik oluşturabilir, standart dakika veya saatlik grafiklerde mümkün olmayan esneklik ve analiz hassasiyetine ulaşabilirsiniz. Örneğin, S15 zaman dilimi 15 saniyelik mum çubuklarını ifade eder. Tüm indikatörleri, uzman danışmanları ve komut dosyalarını standart grafiklerde olduğu gibi kolaylıkla kullanabilirsiniz. Standart araçları
MicroScalp Signal Finder Multi-Sembol, Multi-Zaman Dilimi Smart Money Scalping Sinyal Tarayici - MetaTrader 5 Scalping, birden fazla enstrumanda hassas zamanlama ve cok katmanli analiz gerektirir — bu, gercek zamanli olarak manuel yapilmasi neredeyse imkansiz bir gorevdir. Piyasa yapisini, order block'lari, fair value gap'leri, likidite taramalarini ve momentum onaylarini birden fazla sembolde ayni anda takip etmek otomasyon gerektirir. MicroScalp Signal Finder (MSF), bes zaman diliminde (H4-H1-
Bu, Trend Line PRO göstergesi için otomatik parametre iyileştiricisidir En sevdiğiniz Trend Line PRO göstergesi için en uygun parametreleri kolayca ve hızlı bir şekilde seçeceksiniz.  Optimizasyon sadece birkaç saniye sürer. İyileştirici, her bir çift ve periyot için en iyi parametreleri bulmanızı sağlar: Amplitude, TP1-TP3, StopLoss ve seçilen tarih bölümünde (Days) Time Filter ve HTF Filter için değerler  Farklı zaman dilimlerini optimize etmek için farklı geçmiş aralıklarına ihtiyacınız var
MT4 to Telegram Signal Provider , Telegram'a sinyal göndermeyi sağlayan ve hesabınızı bir sinyal sağlayıcısına dönüştüren kullanımı kolay ve tamamen özelleştirilebilir bir araçtır. Mesajların formatı tamamen özelleştirilebilir! Ancak basit kullanım için, önceden tanımlanmış bir şablonu seçebilir ve mesajın belirli kısımlarını etkinleştirebilir veya devre dışı bırakabilirsiniz. [ Demo ]  [ Kullanım Kılavuzu ] [ MT5 Sürümü ] [ Discord Sürümü ] [ Telegram Kanalı ]  New: [ Telegram To MT5 ] Kurulum
Crystal Trade Manager PRO – MT4 İçin Gelişmiş Risk Yönetimi ve İşlem Kontrol Sistemi Ücretsiz Sürüm: https://www.mql5.com/en/market/product/150632 Genel Bakış Crystal Trade Manager PRO (CTM), MetaTrader 4 için geliştirilmiş profesyonel bir işlem yürütme ve risk yönetimi aracıdır. Disiplinli işlem yürütme, güçlü sermaye koruması ve MT4 içinde akıllı otomasyon isteyen trader’lar için tasarlanmıştır. Sistem; riski yönetir, equity’yi korur, günlük sınırları uygular, SL/TP’yi otomatik ayarlar ve prof
The product will copy all  Discord  signal   to MT4   ( which you are member  ) , also it can work as remote copier.  Easy to set up. Work with almost signal formats, support to translate other language to English Work with multi channel, multi MT4. Work with Image signal. Copy order instant, auto detect symbol. Work as remote copier: with signal have ticket number, it will copy exactly via ticket number. How to setup and guide: Let read all details about setup and download Discord To MetaTrader
Equity Protect Pro: Endişesiz İşlem İçin Kapsamlı Hesap Koruma Uzmanınız Hesap koruması, öz sermaye koruması, portföy koruması, çoklu strateji koruması, kar koruması, kar toplama, işlem güvenliği, risk kontrol programları, otomatik risk kontrolü, otomatik tasfiye, koşullu tasfiye, planlı tasfiye, dinamik tasfiye, iz süren stop loss, tek tıklamayla kapatma, tek tıklamayla tasfiye ve tek tıklamayla geri yükleme gibi özellikler arıyorsanız, Equity Protect Pro ihtiyacınız olan programdır. Kurulumu
Basket EA MT4
Juvenille Emperor Limited
5 (5)
Basket EA MT4 , güçlü bir kâr alma aracı ve kapsamlı bir hesap koruma sistemini basit ve kullanımı kolay bir çözümde birleştirir. Ana amacı, tüm açık pozisyonları tek tek değil, bir sepet (basket) olarak yöneterek, hesabınızın toplam kâr ve zararını tamamen kontrol altında tutmaktır. EA; sepet düzeyinde take profit, stop loss, break even ve trailing stop gibi özellikler sunar. Bunlar, bakiye yüzdesi, sabit bir para birimi değeri ya da yönetilen işlemlerin ortalama pip hedefi olarak ayarlanabili
News filter, equity guard & session control for all your EAs — one tool, full protection Take a Break has evolved from a basic news filter into a comprehensive account protection solution . It pauses your other Expert Advisors during news events or based on custom filters. When trading resumes, it automatically restores your entire chart setup , including all EA settings. Why traders choose Take a Break One news filter for all your EAs — no more relying on individual built-in filters that may o
This EA is fully automated , it is built based on  the method of catching the pop-up Alert event and Open Market Orders (BUY/SELL) . Download trial version here:  https://www.mql5.com/en/blogs/post/751340 ***NOTE:   It is recommended to remove the available filter settings, only install the filter for your indicator. Parameters of the EA: -------- <EA Settings> -------- Magic Number:   The identifying (magic) number of the currently selected order. Allow Open trade:   Enable/ Disable Open Trade
If you are hiring the signal at website mql5.com to earn investment profits, the lot size on your MT4 software received from the signal will be limited to reduce risk. Because the lot size is too small, investment profits will be very small. This is a tool to increase the lot size of the order. This tool will automatically copy the order from the original order. The copied order will have the lot multiplier according to the parameters you declare. All the process of opening and closing the order
Short Description: FTMO Protector PRO MT4 is an EA designed to protect your funded account by managing risk and ensuring compliance with the Prop Firm's trading rules. This EA automatically monitors equity levels, closes trades when profit targets or drawdown limits are reached, and provides a visual display of key account metrics. EA w orks with all different Prop Firm service providers. Overview: FTMO Protector PRO MT4 is an Drawdown Safeguard Expert Advisor meticulously crafted for traders
Live Forex Signals site sinyalleri üzerinden işlem yapmak için tasarlanmıştır   https://live-forex-signals.com/en   ve  https://foresignal.com/en   . Live Forex Signals for MetaTrader 5  https://www.mql5.com/ru/market/product/81448 Ayarlar Web sitelerine aboneliğiniz varsa Username ve Password live-forex-signals.com/foresignal.com . o zaman bu seçenekleri kimlik bilgilerinizle doldurmalısınız; Abonelik yoksa alanları boş bırakın; Comment açılan anlaşmalara ilişkin yorum Risk = 0 ise, ticaret i
News Filter EA: Advanced Algo Trading Assistant News Filter EA is an advanced algo trading assistant designed to enhance your trading experience. By using the   News Filter EA , you can integrate a Forex economic news filter into your existing expert advisor, even if you do not have access to its source code. In addition to the news filter, you can also specify   trading days   and   hours   for your expert. The News Filter EA also includes   risk management   and   equity protection   features
Shepherd Safety EA
AW Trading Software Limited
4.92 (13)
The work of the utility is directed at opening new market orders, maintaining them, transferring the unprofitable orders into profit using an internal loss handling algorithm, trend filtering and various types of trailing stop and take profit. Suitable for any instruments and timeframes. The algorithm works separately for buys and sells, which allows simultaneously working in both directions as well. For the event when the additional orders opened by the utility do not become profitable, a StopO
Trade Copier Global: The name speaks for itself. This copier allows you to copy orders between MT4 terminals even if they are not installed on the same computer. Features Copying trades between MT4 terminals around the world with a short delay. Automatically recognizes symbol prefixes. Can connect many Slaves to the same Master. Supports pending and market orders. Supports partial order close (with limitations, see below) Can send messages and notifications to the Slaves from the Master Several
Trendline EA
Carlos Oliveira
4.5 (10)
Trendline EA MT4 Trendline EA MT4, kullanıcının çizdiği trend çizgilerine dayalı olarak işlem gerçekleştirmek veya uyarılar üretmek üzere tasarlanmış, MetaTrader 4 için yarı otomatik bir Expert Advisor’dır. MetaTrader 4, trend çizgilerinden doğrudan işlem açma veya yönetme konusunda yerel bir özellik sunmaz. Bu Expert Advisor, kullanıcının tanımladığı trend çizgilerini izleyerek ve fiyat bunlarla etkileşime girdiğinde önceden belirlenmiş eylemleri gerçekleştirerek platformun standart davranışını
Yazarın diğer ürünleri
WalkForwardOptimizer MT5
Stanislav Korotky
3.78 (9)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
This indicator provides the analysis of tick volume deltas. It monitors up and down ticks and sums them up as separate volumes for buys and sells, as well as their delta volumes. In addition, it displays volumes by price clusters (cells) within a specified period of bars. This indicator is similar to VolumeDeltaMT5 , which uses almost the same algorithms but does not process ticks and therefore cannot work on M1. This is the reason for VolumeDeltaM1 to exist. On the other hand, VolumeDeltaMT5 ca
CustomVolumeDelta
Stanislav Korotky
5 (1)
This indicator displays volume delta (of either tick volume or real volume) encoded in a custom symbol, generated by special expert advisers, such as RenkoFromRealTicks . MetaTrader does not allow negative values in the volumes, this is why we need to encode deltas in a special way, and then use CustomVolumeDelta indicator to decode and display the deltas. This indicator is applicable only for custom instruments generated in appropriate way (with signed volumes encoded). It makes no sense to ap
FREE
AutomaticZigZag
Stanislav Korotky
4.5 (2)
This is a non-parametric ZigZag providing 4 different methods of calculation. Upward edge continues on new bars while their `highs` are above highest `low` among previous bars, downward edge continues on next bars while their `lows` are below lowest `high` among previous; Gann swing: upward edge continues while `highs` and `lows` are higher than on the left adjacent bar, downward edge continues while `highs` and `lows` are lower than on the left adjacent bar. Inside bars (with lower `high` and
FREE
This non-trading expert utilizes so called custom symbols feature ( available in MQL API as well) to build renko charts based on history of real ticks of selected standard symbol. RenkoFromRealTicks generates custom symbol quotes, thus you may open many charts to apply different EAs and indicators to the renko. It also transmits real ticks to update renko charts in real time. The generated renko chart uses M1 timeframe. It makes no sense to switch the renko chart to a timeframe other than M1. T
ADXS
Stanislav Korotky
5 (3)
Ever wondered why standard ADX is made unsigned and what if it would be kept signed? This indicator gives the answer, which allows you to trade more efficient. This indicator calculates ADX values using standard formulae, but excludes operation of taking the module of ADX values, which is forcedly added into ADX for some reason. In other words, the indicator preserves natural signs of ADX values, which makes it more consistent, easy to use, and gives signals earlier than standard ADX. Strictly s
This is a demo version of a non-trading expert , which utilizes so called the custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place the EA on a chart of a working instrument. The lesser timeframe of the source chart is, the more precise resulti
FREE
ReturnAutoScale
Stanislav Korotky
5 (2)
The indicator calculates running total of linear weighted returns. It transforms rates into integrated and difference-stationary time series with distinctive buy and sell zones. Buy zones are shown in blue, sell zones in red. Parameters: period - number of bars to use for linear weighted calculation; default value - 96; smoothing - period for EMA; default value - 5; mode - an integer value for choosing calculation mode: 0 - long term trading; 1 - medium term trading; 2 - short term trading; defa
FREE
WalkForwardDemo is an expert adviser (EA) demonstrating how the built-in library WalkForwardOptimizer (WFO) for walk-forward optimization works. It allows you to easily optimize, view and analyze your EA performance and robustness in unknown trading conditions of future. You may find more details about walk-forward optimization in Wikipedia . Once you have performed optimization using WFO, the library generates special global variables (saved in an "archived" file with GVF-extension) and a CSV-f
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker in real time. The expert OrderBook Recorder records market book changes and stores them in local files for further usage in indicators and expert adviser, including testing in the tester. The expert stores market book
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. This expert adviser OrderBook History Playback allows you to playback the market book events on the history using files, created by OrderBook Recorder . The exper
FREE
PointsVsBars
Stanislav Korotky
This indicator provides a statistical analysis of price changes (in points) versus time delta (in bars). It calculates a matrix of full statistics about price changes during different time periods, and displays either distribution of returns in points for requested bar delta, or distribution of time deltas in bars for requested return. Please, note, that the indicator values are always a number of times corresponding price change vs bar delta occurred in history. Parameters: HistoryDepth - numbe
FREE
This non-trading expert utilizes so called custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also, it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place RenkoCharts on a chart of a work instrument. The lesser timeframe of the source chart is, the more precise resulting renko chart is, but the lesse
HZZM
Stanislav Korotky
4 (1)
This is an adaptive ZigZag based on modification of  HZZ indicator (original source code is available in this article ). Most important changes in this version: two additional indicator buffers added for zigzag evolution monitoring - they show cross signs at points where zigzag direction first changes; zigzag range (H) autodetection on day by day basis; time-dependent adjustment of zigzag range. Parameters: H - zigzag range in points; this parameter is similar to original HZZ, but it can take 0
FREE
Comparator
Stanislav Korotky
4.75 (4)
This indicator compares the price changes during the specified period for the current symbol and other reference symbol. It allows to analyze the similar movements of highly correlated symbols, such as XAUUSD and XAGUSD, and find their occasional convergences and divergences for trading opportunities. The indicator displays the following buffers: light-green thick line - price changes of the current symbol for TimeGap bars; light-blue thin line - price changes of the reference symbol ( LeadSymbo
FREE
This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight MT5 library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. This script is optional, as the library automatically generates the report immediate after the optimization in the tester is complete. However, the script is convenient because it allows using the same collected data to rebuild th
FREE
OrderBook Utilities is a script, which performs several service operations on order book hob-files, created by OrderBook Recorder . The script processes a file for work symbol of the current chart. The file date is selected by means of the input parameter CustomDate (if it's filled in) or by the point where the script is dropped on the chart. Depending from the operation, useful information is written into the log, and optionally new file is created. The operation is selected by the input parame
FREE
SOMFX1Builder
Stanislav Korotky
5 (1)
If you like trading by candle patterns and want to reinforce this approach by modern technologies, this script is for you. In fact, it is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains: SOMFX1Builder  - this script for training neural networks; it builds a file with generalized data about most characteristic pric
FREE
Year2Year
Stanislav Korotky
This indicator shows price changes for the same days in past years. D1 timeframe is required. This is a predictor indicator that finds D1 bars for the same days in past 8 years and shows their relative price changes on the current chart. Parameters: LookForward - number of days (bars) to show "future" price changes; default is 5; Offset - number of days (bars) to shift back in history; default is 0; ShowAverage - mode switch; true - show mean value for all 8 years and deviation bounds; false - s
FREE
Mirror
Stanislav Korotky
This indicator predicts rate changes based on the chart display principle. It uses the idea that the price fluctuations consist of "action" and "reaction" phases, and the "reaction" is comparable and similar to the "action", so mirroring can be used to predict it. The indicator has three parameters: predict - the number of bars for prediction (24 by default); depth - the number of past bars that will be used as mirror points; for all depth mirroring points an MA is calculated and drawn on the ch
If you like trading crosses (such as AUDJPY, CADJPY, EURCHF, and similar), you should take into account what happens with major currencies (especially, USD and EUR) against the work pair: for example, while trading AUDJPY, important levels from AUDUSD and USDJPY may have an implicit effect. This indicator allows you to view hidden levels, calculated from the major rates. It finds nearest extremums in major quotes for specified history depth, which most likely form resistence or support levels, a
EvoLevels
Stanislav Korotky
The indicator displays most prominent price levels and their changes in history. It dynamically detects regions where price movements form attractors and shows up to 8 of them. The attractors can serve as resistance or support levels and outer bounds for rates. Parameters: WindowSize - number of bars in the sliding window which is used for detection of attractors; default is 100; MaxBar - number of bars to process (for performance optimization); default is 1000; when the indicator is called from
This is an intraday indicator that uses conventional formulae for daily and weekly levels of pivot, resistance and support, but updates them dynamically bar by bar. It answers the question how pivot levels would behave if every bar were considered as the last bar of a day. At every point in time, it takes N latest bars into consideration, where N is either the number of bars in a day (round the clock, i.e. in 24h) or the number of bars in a week - for daily and weekly levels correspondingly. So,
Most of traders use resistance and support levels for trading, and many people draw these levels as lines that go through extremums on a chart. When someone does this manually, he normally does this his own way, and every trader finds different lines as important. How can one be sure that his vision is correct? This indicator helps to solve this problem. It builds a complete set of virtual lines of resistance and support around current price and calculates density function for spatial distributi
The indicator draws a histogram of important levels for several major currencies attached to the current cross rates. It is intended for using on charts of crosses. It displays a histogram calculated from levels of nearest extremums of related major currencies. For example, hidden levels for AUDJPY can be detected by analyzing extremums of AUD and JPY rates against USD, EUR, GBP, and CHF. All instruments built from these currencies must be available on the client. This is an extended version of
StatBars
Stanislav Korotky
The indicator provides a statistic histogram of estimated price movements for intraday bars. It builds a histogram of average price movements for every intraday bar in history, separately for each day of week. Bars with movements above standard deviation or with higher percentage of buys than sells, or vice versa, can be used as direct trading signals. The indicator looks up current symbol history and sums up returns on every single intraday bar on a specific day of week. For example, if current
This is an easy to use signal indicator which shows and alerts probability measures for buys and sells in near future. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The statistical calculations use the same matrix as another related indicator - PointsVsBars. Once the indicator is placed on a chart, it shows 2 labels with current estimation of signal probability and alerts when signal
CCFpExtra
Stanislav Korotky
CCFpExtra is an extended version of the classic cluster indicator - CCFp. This is the MT4 version of indicator  CCFpExt available for MT5. Despite the fact that MT5 version was published first, it is MT4 version which was initially developed and tested, long before MT4 market was launched. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, in
This is a signal indicator for automatic trading which shows probability measures for buys and sells for each bar. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The core of the indicator is the same as in PriceProbablility indicator intended for manual trading. Unlike PriceProbability this indicator should be called from MQL4 Expert Advisors or used for history visual analysis. The in
The main idea of this indicator is rates analysis and prediction by Fourier transform. Indicator decomposes exchange rates into main harmonics and calculates their product in future. You may use the indicator as a standalone product, but for better prediction accuracy there is another related indicator - FreqoMaster - which uses FreqoMeterForecast as a backend engine and combines several instances of FreqoMeterForecast for different frequency bands. Parameters: iPeriod - number of bars in the ma
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Ali irwan
5137
Ali irwan 2017.07.29 00:53 
 

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